Natural Language Processing - Why is NLP controversial?

The bulk of the scientific community views Natural Language Processing (NLP) as pseudoscience, which is the main source of the debate surrounding it. Those who are critical of NLP point to a problem with the methodology rather than a lack of research as the reason why there is no empirical data to support the theory.